This invention is directed to a method for quantifying cancer treatment response in patients with bone metastases using computer aided bone scan assessment, comprising: (a) obtaining a bone scan image; (b) normalizing the obtained bone scan image to identify normalized bone scan lesions; and (c) quantitatively assessing the normalized bone scan lesions using bone scan lesion area, bone scan intensity, or bone scan lesion count.